• DocumentCode
    3059914
  • Title

    A web based adaptive educational system

  • Author

    Kahraman, H. Tolga ; Colak, Ilhami ; Sagiroglu, Seref

  • Author_Institution
    Gazi Univ., Ankara
  • fYear
    2007
  • fDate
    13-15 Dec. 2007
  • Firstpage
    286
  • Lastpage
    291
  • Abstract
    In this study, an adaptive educational system based on AHAM reference was introduced to teach stepper motors being an important topic in the vocational education. In the system, a domain model for stepper motors was designed and a user overlay model was created based on the domain model. Naive Bayes Classifier (NBC), commonly used in adaptive educational hypermedia systems, was preferred in the application for modeling students in vocational education. Students were classified using NBC as "beginner", "intermediate" or "advanced" based on their knowledge level about the domain model. The system gathers data from the users (students) on-line as well as updates the user models continuously. Thus, the system got the on-line adaptability. Moreover, the system has such abilities as guiding and serving additional explanations according to the users\´ preferences and defects in the knowledge domain.
  • Keywords
    Bayes methods; Internet; computer aided instruction; vocational training; Web based adaptive educational system; naive Bayes classifier; stepper motors; vocational education; Adaptive systems; Application software; Computer architecture; Computer science education; Machine learning; Navigation; Niobium compounds; Service oriented architecture; Systems engineering education; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Applications, 2007. ICMLA 2007. Sixth International Conference on
  • Conference_Location
    Cincinnati, OH
  • Print_ISBN
    978-0-7695-3069-7
  • Type

    conf

  • DOI
    10.1109/ICMLA.2007.37
  • Filename
    4457245